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construct/include/ircd/gpt/pipe/desc.h
2022-06-19 20:14:22 -07:00

77 lines
1.8 KiB
C++

// Matrix Construct
//
// Copyright (C) Matrix Construct Developers, Authors & Contributors
// Copyright (C) 2016-2021 Jason Volk <jason@zemos.net>
//
// Permission to use, copy, modify, and/or distribute this software for any
// purpose with or without fee is hereby granted, provided that the above
// copyright notice and this permission notice is present in all copies. The
// full license for this software is available in the LICENSE file.
#pragma once
#define HAVE_IRCD_GPT_PIPE_DESC_H
/// Pipe descriptor
struct ircd::gpt::pipe::desc
{
struct layer;
// Model descriptor
pipe::model *model;
// Code descriptor
pipe::code *code;
// Memories
cl::data
opts, // [root] options page
ctrl, // [root] control page
master, // [root] single allocation for additional buffers:
state, // [-sub] projection (layers * tokens * embed * 3 * float)
accum, // [-sub] accumulator (tokens * embed * float)
logit, // [-sub] result logit vector (50257 * float)
attns, // [-sub] result attention softmax
frame[8]; // [root] result stream
// Programs
cl::kern
alloc,
enter,
lm_embed,
lm_norm,
lm_logit,
lm_logsm,
lm_select,
lm_prop_embed,
lm_prop_norm,
leave[8];
/// Coil pack
std::unique_ptr<struct desc::layer> layer[12];
/// Attention projection for first N tokens already contained in `state`.
uint cached {0};
desc(const gpt::opts *const &,
gpt::ctrl *const &,
pipe::model &model,
pipe::code &code);
};
/// Pipe descriptor: coil layer
struct ircd::gpt::pipe::desc::layer
{
cl::data
state, // [-sub] qry/key/val projection (tokens * embed * 3 * float)
attns; // [-sub] attn softmax result (((tokens * tokens) / 2) * 12 * float)
cl::kern
attn,
ffnn,
prop_attn,
prop_ffnn;
layer(pipe::desc &,
const gpt::opts *const &,
const uint laynum);
};